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Mindscape 4D Understanding
China Mobile Shanghai Industrial Research Institute
Toward Multimodal 4D Spatiotemporal Semantic Understanding
Connecting language, geometry, and scene semantics.
Mindscape is a spatial intelligence initiative with a vision of multimodal 4D spatiotemporal semantic understanding. It explores how natural-language intent and geometric perception can work together to make complex environments more accessible, interpretable, and useful.
This release brings language interpretation and point-cloud perception into a shared inference workflow, connecting human intent with structured scene semantics.
A Spatial Intelligence Perspective
- Language meets space. Explore scenes through natural-language intent.
- Geometry meets meaning. Connect spatial structure with semantic context.
- Understanding meets interaction. Turn scene representations into results that can support further exploration and application development.
Mindscape is intended for spatial intelligence research, digital environment exploration, and the development of interactive scene-understanding experiences.
Access
Model assets are available by application and manual approval.
Submit your company or university and website through the access form on this page. Approved users can retrieve the release using their authorized Hugging Face account.
For setup and inference, see the Usage Guide.
Release Notes
This checkpoint provides text-guided 3D point-cloud inference within the Mindscape 4D initiative. Temporal sequence modeling and tracking are outside this release. Validation coverage is documented in VALIDATION.md.
This distribution incorporates upstream open-source components. Attribution and applicable terms are retained in Third-Party Notices and the License.
Mindscape — A language-connected perspective on spatial intelligence.